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Flowise/packages/server/marketplaces/chatflows/WebPage QnA.json

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{
"description": "Scrape web pages for QnA with long term memory Motorhead and return source documents",
"nodes": [
{
"width": 300,
"height": 523,
"id": "chatOpenAI_0",
"position": {
"x": 1542.965468159417,
"y": -200.10756989974368
},
"type": "customNode",
"data": {
"id": "chatOpenAI_0",
"label": "ChatOpenAI",
"version": 2,
"name": "chatOpenAI",
"type": "ChatOpenAI",
"baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel"],
"category": "Chat Models",
"description": "Wrapper around OpenAI large language models that use the Chat endpoint",
"inputParams": [
{
"label": "Connect Credential",
"name": "credential",
"type": "credential",
"credentialNames": ["openAIApi"],
"id": "chatOpenAI_0-input-credential-credential"
},
{
"label": "Model Name",
"name": "modelName",
"type": "options",
"options": [
{
"label": "gpt-4",
"name": "gpt-4"
},
{
"label": "gpt-4-0613",
"name": "gpt-4-0613"
},
{
"label": "gpt-4-32k",
"name": "gpt-4-32k"
},
{
"label": "gpt-4-32k-0613",
"name": "gpt-4-32k-0613"
},
{
"label": "gpt-3.5-turbo",
"name": "gpt-3.5-turbo"
},
{
"label": "gpt-3.5-turbo-0613",
"name": "gpt-3.5-turbo-0613"
},
{
"label": "gpt-3.5-turbo-16k",
"name": "gpt-3.5-turbo-16k"
},
{
"label": "gpt-3.5-turbo-16k-0613",
"name": "gpt-3.5-turbo-16k-0613"
}
],
"default": "gpt-3.5-turbo",
"optional": true,
"id": "chatOpenAI_0-input-modelName-options"
},
{
"label": "Temperature",
"name": "temperature",
"type": "number",
"default": 0.9,
"optional": true,
"id": "chatOpenAI_0-input-temperature-number"
},
{
"label": "Max Tokens",
"name": "maxTokens",
"type": "number",
"optional": true,
"additionalParams": true,
"id": "chatOpenAI_0-input-maxTokens-number"
},
{
"label": "Top Probability",
"name": "topP",
"type": "number",
"optional": true,
"additionalParams": true,
"id": "chatOpenAI_0-input-topP-number"
},
{
"label": "Frequency Penalty",
"name": "frequencyPenalty",
"type": "number",
"optional": true,
"additionalParams": true,
"id": "chatOpenAI_0-input-frequencyPenalty-number"
},
{
"label": "Presence Penalty",
"name": "presencePenalty",
"type": "number",
"optional": true,
"additionalParams": true,
"id": "chatOpenAI_0-input-presencePenalty-number"
},
{
"label": "Timeout",
"name": "timeout",
"type": "number",
"optional": true,
"additionalParams": true,
"id": "chatOpenAI_0-input-timeout-number"
},
{
"label": "BasePath",
"name": "basepath",
"type": "string",
"optional": true,
"additionalParams": true,
"id": "chatOpenAI_0-input-basepath-string"
}
],
"inputAnchors": [
{
"label": "Cache",
"name": "cache",
"type": "BaseCache",
"optional": true,
"id": "chatOpenAI_0-input-cache-BaseCache"
}
],
"inputs": {
"modelName": "gpt-3.5-turbo-16k",
"temperature": "0.9",
"maxTokens": "",
"topP": "",
"frequencyPenalty": "",
"presencePenalty": "",
"timeout": "",
"basepath": ""
},
"outputAnchors": [
{
"id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel",
"name": "chatOpenAI",
"label": "ChatOpenAI",
"type": "ChatOpenAI | BaseChatModel | BaseLanguageModel"
}
],
"outputs": {},
"selected": false
},
"positionAbsolute": {
"x": 1542.965468159417,
"y": -200.10756989974368
},
"selected": false,
"dragging": false
},
{
"width": 300,
"height": 328,
"id": "openAIEmbeddings_0",
"position": {
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"y": 253.8955254525015
},
"type": "customNode",
"data": {
"id": "openAIEmbeddings_0",
"label": "OpenAI Embeddings",
"version": 1,
"name": "openAIEmbeddings",
"type": "OpenAIEmbeddings",
"baseClasses": ["OpenAIEmbeddings", "Embeddings"],
"category": "Embeddings",
"description": "OpenAI API to generate embeddings for a given text",
"inputParams": [
{
"label": "Connect Credential",
"name": "credential",
"type": "credential",
"credentialNames": ["openAIApi"],
"id": "openAIEmbeddings_0-input-credential-credential"
},
{
"label": "Strip New Lines",
"name": "stripNewLines",
"type": "boolean",
"optional": true,
"additionalParams": true,
"id": "openAIEmbeddings_0-input-stripNewLines-boolean"
},
{
"label": "Batch Size",
"name": "batchSize",
"type": "number",
"optional": true,
"additionalParams": true,
"id": "openAIEmbeddings_0-input-batchSize-number"
},
{
"label": "Timeout",
"name": "timeout",
"type": "number",
"optional": true,
"additionalParams": true,
"id": "openAIEmbeddings_0-input-timeout-number"
},
{
"label": "BasePath",
"name": "basepath",
"type": "string",
"optional": true,
"additionalParams": true,
"id": "openAIEmbeddings_0-input-basepath-string"
}
],
"inputAnchors": [],
"inputs": {
"stripNewLines": "",
"batchSize": "",
"timeout": "",
"basepath": ""
},
"outputAnchors": [
{
"id": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
"name": "openAIEmbeddings",
"label": "OpenAIEmbeddings",
"type": "OpenAIEmbeddings | Embeddings"
}
],
"outputs": {},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 827.6835380475393,
"y": 253.8955254525015
},
"dragging": false
},
{
"width": 300,
"height": 376,
"id": "htmlToMarkdownTextSplitter_0",
"position": {
"x": 465.86869036784685,
"y": -17.41141011530891
},
"type": "customNode",
"data": {
"id": "htmlToMarkdownTextSplitter_0",
"label": "HtmlToMarkdown Text Splitter",
"version": 1,
"name": "htmlToMarkdownTextSplitter",
"type": "HtmlToMarkdownTextSplitter",
"baseClasses": [
"HtmlToMarkdownTextSplitter",
"MarkdownTextSplitter",
"RecursiveCharacterTextSplitter",
"TextSplitter",
"BaseDocumentTransformer"
],
"category": "Text Splitters",
"description": "Converts Html to Markdown and then split your content into documents based on the Markdown headers",
"inputParams": [
{
"label": "Chunk Size",
"name": "chunkSize",
"type": "number",
"default": 1000,
"optional": true,
"id": "htmlToMarkdownTextSplitter_0-input-chunkSize-number"
},
{
"label": "Chunk Overlap",
"name": "chunkOverlap",
"type": "number",
"optional": true,
"id": "htmlToMarkdownTextSplitter_0-input-chunkOverlap-number"
}
],
"inputAnchors": [],
"inputs": {
"chunkSize": "4000",
"chunkOverlap": ""
},
"outputAnchors": [
{
"id": "htmlToMarkdownTextSplitter_0-output-htmlToMarkdownTextSplitter-HtmlToMarkdownTextSplitter|MarkdownTextSplitter|RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer",
"name": "htmlToMarkdownTextSplitter",
"label": "HtmlToMarkdownTextSplitter",
"type": "HtmlToMarkdownTextSplitter | MarkdownTextSplitter | RecursiveCharacterTextSplitter | TextSplitter | BaseDocumentTransformer"
}
],
"outputs": {},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 465.86869036784685,
"y": -17.41141011530891
},
"dragging": false
},
{
"width": 300,
"height": 479,
"id": "conversationalRetrievalQAChain_0",
"position": {
"x": 1882.5543981868987,
"y": 305.08959224761225
},
"type": "customNode",
"data": {
"id": "conversationalRetrievalQAChain_0",
"label": "Conversational Retrieval QA Chain",
"version": 1,
"name": "conversationalRetrievalQAChain",
"type": "ConversationalRetrievalQAChain",
"baseClasses": ["ConversationalRetrievalQAChain", "BaseChain"],
"category": "Chains",
"description": "Document QA - built on RetrievalQAChain to provide a chat history component",
"inputParams": [
{
"label": "Return Source Documents",
"name": "returnSourceDocuments",
"type": "boolean",
"optional": true,
"id": "conversationalRetrievalQAChain_0-input-returnSourceDocuments-boolean"
},
{
"label": "System Message",
"name": "systemMessagePrompt",
"type": "string",
"rows": 4,
"additionalParams": true,
"optional": true,
"placeholder": "I want you to act as a document that I am having a conversation with. Your name is \"AI Assistant\". You will provide me with answers from the given info. If the answer is not included, say exactly \"Hmm, I am not sure.\" and stop after that. Refuse to answer any question not about the info. Never break character.",
"id": "conversationalRetrievalQAChain_0-input-systemMessagePrompt-string"
},
{
"label": "Chain Option",
"name": "chainOption",
"type": "options",
"options": [
{
"label": "MapReduceDocumentsChain",
"name": "map_reduce",
"description": "Suitable for QA tasks over larger documents and can run the preprocessing step in parallel, reducing the running time"
},
{
"label": "RefineDocumentsChain",
"name": "refine",
"description": "Suitable for QA tasks over a large number of documents."
},
{
"label": "StuffDocumentsChain",
"name": "stuff",
"description": "Suitable for QA tasks over a small number of documents."
}
],
"additionalParams": true,
"optional": true,
"id": "conversationalRetrievalQAChain_0-input-chainOption-options"
}
],
"inputAnchors": [
{
"label": "Language Model",
"name": "model",
"type": "BaseLanguageModel",
"id": "conversationalRetrievalQAChain_0-input-model-BaseLanguageModel"
},
{
"label": "Vector Store Retriever",
"name": "vectorStoreRetriever",
"type": "BaseRetriever",
"id": "conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever"
},
{
"label": "Memory",
"name": "memory",
"type": "BaseMemory",
"optional": true,
"description": "If left empty, a default BufferMemory will be used",
"id": "conversationalRetrievalQAChain_0-input-memory-BaseMemory"
}
],
"inputs": {
"model": "{{chatOpenAI_0.data.instance}}",
"vectorStoreRetriever": "{{pineconeUpsert_0.data.instance}}",
"memory": "{{motorheadMemory_0.data.instance}}",
"returnSourceDocuments": true,
"systemMessagePrompt": "I want you to act as a document that I am having a conversation with. Your name is \"AI Assistant\". You will provide me with answers from the given context. If the answer is not included, say exactly \"Hmm, I am not sure.\" and stop after that. Do not make up any information that is not in the context. Refuse to answer any question not about the info. Never break character.",
"chainOption": ""
},
"outputAnchors": [
{
"id": "conversationalRetrievalQAChain_0-output-conversationalRetrievalQAChain-ConversationalRetrievalQAChain|BaseChain",
"name": "conversationalRetrievalQAChain",
"label": "ConversationalRetrievalQAChain",
"type": "ConversationalRetrievalQAChain | BaseChain"
}
],
"outputs": {},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 1882.5543981868987,
"y": 305.08959224761225
},
"dragging": false
},
{
"width": 300,
"height": 380,
"id": "cheerioWebScraper_0",
"position": {
"x": 831.9867292136466,
"y": -181.92350323746112
},
"type": "customNode",
"data": {
"id": "cheerioWebScraper_0",
"label": "Cheerio Web Scraper",
"version": 1,
"name": "cheerioWebScraper",
"type": "Document",
"baseClasses": ["Document"],
"category": "Document Loaders",
"description": "Load data from webpages",
"inputParams": [
{
"label": "URL",
"name": "url",
"type": "string",
"id": "cheerioWebScraper_0-input-url-string"
},
{
"label": "Get Relative Links Method",
"name": "relativeLinksMethod",
"type": "options",
"description": "Select a method to retrieve relative links",
"options": [
{
"label": "Web Crawl",
"name": "webCrawl",
"description": "Crawl relative links from HTML URL"
},
{
"label": "Scrape XML Sitemap",
"name": "scrapeXMLSitemap",
"description": "Scrape relative links from XML sitemap URL"
}
],
"optional": true,
"additionalParams": true,
"id": "cheerioWebScraper_0-input-relativeLinksMethod-options"
},
{
"label": "Get Relative Links Limit",
"name": "limit",
"type": "number",
"optional": true,
"additionalParams": true,
"description": "Only used when \"Get Relative Links Method\" is selected. Set 0 to retrieve all relative links, default limit is 10.",
"warning": "Retrieving all links might take long time, and all links will be upserted again if the flow's state changed (eg: different URL, chunk size, etc)",
"id": "cheerioWebScraper_0-input-limit-number"
},
{
"label": "Metadata",
"name": "metadata",
"type": "json",
"optional": true,
"additionalParams": true,
"id": "cheerioWebScraper_0-input-metadata-json"
}
],
"inputAnchors": [
{
"label": "Text Splitter",
"name": "textSplitter",
"type": "TextSplitter",
"optional": true,
"id": "cheerioWebScraper_0-input-textSplitter-TextSplitter"
}
],
"inputs": {
"url": "https://flowiseai.com/",
"textSplitter": "{{htmlToMarkdownTextSplitter_0.data.instance}}",
"relativeLinksMethod": "",
"limit": "",
"metadata": ""
},
"outputAnchors": [
{
"id": "cheerioWebScraper_0-output-cheerioWebScraper-Document",
"name": "cheerioWebScraper",
"label": "Document",
"type": "Document"
}
],
"outputs": {},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 831.9867292136466,
"y": -181.92350323746112
},
"dragging": false
},
{
"width": 300,
"height": 555,
"id": "pineconeUpsert_0",
"position": {
"x": 1179.6228496246993,
"y": -167.023255532671
},
"type": "customNode",
"data": {
"id": "pineconeUpsert_0",
"label": "Pinecone Upsert Document",
"version": 1,
"name": "pineconeUpsert",
"type": "Pinecone",
"baseClasses": ["Pinecone", "VectorStoreRetriever", "BaseRetriever"],
"category": "Vector Stores",
"description": "Upsert documents to Pinecone",
"inputParams": [
{
"label": "Connect Credential",
"name": "credential",
"type": "credential",
"credentialNames": ["pineconeApi"],
"id": "pineconeUpsert_0-input-credential-credential"
},
{
"label": "Pinecone Index",
"name": "pineconeIndex",
"type": "string",
"id": "pineconeUpsert_0-input-pineconeIndex-string"
},
{
"label": "Pinecone Namespace",
"name": "pineconeNamespace",
"type": "string",
"placeholder": "my-first-namespace",
"additionalParams": true,
"optional": true,
"id": "pineconeUpsert_0-input-pineconeNamespace-string"
},
{
"label": "Top K",
"name": "topK",
"description": "Number of top results to fetch. Default to 4",
"placeholder": "4",
"type": "number",
"additionalParams": true,
"optional": true,
"id": "pineconeUpsert_0-input-topK-number"
}
],
"inputAnchors": [
{
"label": "Document",
"name": "document",
"type": "Document",
"list": true,
"id": "pineconeUpsert_0-input-document-Document"
},
{
"label": "Embeddings",
"name": "embeddings",
"type": "Embeddings",
"id": "pineconeUpsert_0-input-embeddings-Embeddings"
}
],
"inputs": {
"document": ["{{cheerioWebScraper_0.data.instance}}"],
"embeddings": "{{openAIEmbeddings_0.data.instance}}",
"pineconeIndex": "",
"pineconeNamespace": "",
"topK": ""
},
"outputAnchors": [
{
"name": "output",
"label": "Output",
"type": "options",
"options": [
{
"id": "pineconeUpsert_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever",
"name": "retriever",
"label": "Pinecone Retriever",
"type": "Pinecone | VectorStoreRetriever | BaseRetriever"
},
{
"id": "pineconeUpsert_0-output-vectorStore-Pinecone|VectorStore",
"name": "vectorStore",
"label": "Pinecone Vector Store",
"type": "Pinecone | VectorStore"
}
],
"default": "retriever"
}
],
"outputs": {
"output": "retriever"
},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 1179.6228496246993,
"y": -167.023255532671
},
"dragging": false
},
{
"width": 300,
"height": 427,
"id": "motorheadMemory_0",
"position": {
"x": 1202.1545938923578,
"y": 425.69055061366237
},
"type": "customNode",
"data": {
"id": "motorheadMemory_0",
"label": "Motorhead Memory",
"version": 1,
"name": "motorheadMemory",
"type": "MotorheadMemory",
"baseClasses": ["MotorheadMemory", "BaseChatMemory", "BaseMemory"],
"category": "Memory",
"description": "Use Motorhead Memory to store chat conversations",
"inputParams": [
{
"label": "Connect Credential",
"name": "credential",
"type": "credential",
"optional": true,
"description": "Only needed when using hosted solution - https://getmetal.io",
"credentialNames": ["motorheadMemoryApi"],
"id": "motorheadMemory_0-input-credential-credential"
},
{
"label": "Base URL",
"name": "baseURL",
"type": "string",
"optional": true,
"description": "To use the online version, leave the URL blank. More details at https://getmetal.io.",
"id": "motorheadMemory_0-input-baseURL-string"
},
{
"label": "Session Id",
"name": "sessionId",
"type": "string",
"description": "If not specified, the first CHAT_MESSAGE_ID will be used as sessionId",
"default": "",
"additionalParams": true,
"optional": true,
"id": "motorheadMemory_0-input-sessionId-string"
},
{
"label": "Memory Key",
"name": "memoryKey",
"type": "string",
"default": "chat_history",
"additionalParams": true,
"id": "motorheadMemory_0-input-memoryKey-string"
}
],
"inputAnchors": [],
"inputs": {
"baseURL": "",
"sessionId": "",
"memoryKey": "chat_history"
},
"outputAnchors": [
{
"id": "motorheadMemory_0-output-motorheadMemory-MotorheadMemory|BaseChatMemory|BaseMemory",
"name": "motorheadMemory",
"label": "MotorheadMemory",
"type": "MotorheadMemory | BaseChatMemory | BaseMemory"
}
],
"outputs": {},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 1202.1545938923578,
"y": 425.69055061366237
},
"dragging": false
}
],
"edges": [
{
"source": "chatOpenAI_0",
"sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel",
"target": "conversationalRetrievalQAChain_0",
"targetHandle": "conversationalRetrievalQAChain_0-input-model-BaseLanguageModel",
"type": "buttonedge",
"id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel-conversationalRetrievalQAChain_0-conversationalRetrievalQAChain_0-input-model-BaseLanguageModel",
"data": {
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}
},
{
"source": "htmlToMarkdownTextSplitter_0",
"sourceHandle": "htmlToMarkdownTextSplitter_0-output-htmlToMarkdownTextSplitter-HtmlToMarkdownTextSplitter|MarkdownTextSplitter|RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer",
"target": "cheerioWebScraper_0",
"targetHandle": "cheerioWebScraper_0-input-textSplitter-TextSplitter",
"type": "buttonedge",
"id": "htmlToMarkdownTextSplitter_0-htmlToMarkdownTextSplitter_0-output-htmlToMarkdownTextSplitter-HtmlToMarkdownTextSplitter|MarkdownTextSplitter|RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer-cheerioWebScraper_0-cheerioWebScraper_0-input-textSplitter-TextSplitter",
"data": {
"label": ""
}
},
{
"source": "cheerioWebScraper_0",
"sourceHandle": "cheerioWebScraper_0-output-cheerioWebScraper-Document",
"target": "pineconeUpsert_0",
"targetHandle": "pineconeUpsert_0-input-document-Document",
"type": "buttonedge",
"id": "cheerioWebScraper_0-cheerioWebScraper_0-output-cheerioWebScraper-Document-pineconeUpsert_0-pineconeUpsert_0-input-document-Document",
"data": {
"label": ""
}
},
{
"source": "openAIEmbeddings_0",
"sourceHandle": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
"target": "pineconeUpsert_0",
"targetHandle": "pineconeUpsert_0-input-embeddings-Embeddings",
"type": "buttonedge",
"id": "openAIEmbeddings_0-openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings-pineconeUpsert_0-pineconeUpsert_0-input-embeddings-Embeddings",
"data": {
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}
},
{
"source": "pineconeUpsert_0",
"sourceHandle": "pineconeUpsert_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever",
"target": "conversationalRetrievalQAChain_0",
"targetHandle": "conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever",
"type": "buttonedge",
"id": "pineconeUpsert_0-pineconeUpsert_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever-conversationalRetrievalQAChain_0-conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever",
"data": {
"label": ""
}
},
{
"source": "motorheadMemory_0",
"sourceHandle": "motorheadMemory_0-output-motorheadMemory-MotorheadMemory|BaseChatMemory|BaseMemory",
"target": "conversationalRetrievalQAChain_0",
"targetHandle": "conversationalRetrievalQAChain_0-input-memory-BaseMemory",
"type": "buttonedge",
"id": "motorheadMemory_0-motorheadMemory_0-output-motorheadMemory-MotorheadMemory|BaseChatMemory|BaseMemory-conversationalRetrievalQAChain_0-conversationalRetrievalQAChain_0-input-memory-BaseMemory",
"data": {
"label": ""
}
}
]
}
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